{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys; sys.path.append('..')\n",
    "from functools import partial\n",
    "\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "mpl.use('pdf')\n",
    "plt.rc('font', family='serif')\n",
    "plt.rc('text', usetex=True)\n",
    "plt.rc('xtick', labelsize=10)\n",
    "plt.rc('ytick', labelsize=10)\n",
    "plt.rc('axes', labelsize=10)\n",
    "\n",
    "from colorization.colorization_model import ColorizationModel\n",
    "from colorization.data.transforms import *\n",
    "from colorization.modules.colorization_network import ColorizationNetwork\n",
    "\n",
    "from colorization.visualization.annealed_mean import annealed_mean_demo\n",
    "from colorization.visualization.colorization_quality import \\\n",
    "    amt_demo, good_vs_bad_demo, raw_accuracy_demo, vgg_accuracy_demo\n",
    "from colorization.visualization.finetuning import \\\n",
    "    finetuning_demo, finetuning_loss_comparison\n",
    "from colorization.visualization.learning_curve import learning_curve_from_log\n",
    "from colorization.visualization.plot import subplots\n",
    "from colorization.visualization.semantic_interpretability import \\\n",
    "    common_confusions, gray_vs_recolorized_performance, top5_confusion_rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_DIR = '../data/demo/fruits'\n",
    "RESOURCE_DIR = '../resources/'\n",
    "MODEL_DIR = '../models/fruits_vgg'\n",
    "FIGURE_DIR = '../figures'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def data_path(path):\n",
    "    return os.path.join(DATA_DIR, path)\n",
    "\n",
    "def good_vs_bad_path(path):\n",
    "    return os.path.join(DATA_DIR, 'good_vs_bad', path)\n",
    "\n",
    "def amt_path(path):\n",
    "    return os.path.join(DATA_DIR, 'amt', path)\n",
    "\n",
    "def savefig(filename, width=None):\n",
    "    if width is not None:\n",
    "        fig = plt.gcf()\n",
    "        size = fig.get_size_inches()\n",
    "        fig.set_size_inches(width, size[1] / size[0] * width)\n",
    "\n",
    "    plt.savefig(os.path.join(FIGURE_DIR, filename), bbox_inches='tight', dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = ColorizationModel(ColorizationNetwork(device='cpu'))\n",
    "model.load_checkpoint(os.path.join(MODEL_DIR, 'checkpoint_0000140000.tar'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x70.2 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "annealed_mean_demo(model, data_path('annealed_mean'))\n",
    "\n",
    "savefig('annealed_mean.pdf', width=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 252x188.737 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "good_vs_bad_demo(\n",
    "    good_vs_bad_path('good.txt'),\n",
    "    good_vs_bad_path('bad.txt'),\n",
    "    [\n",
    "        (good_vs_bad_path('predict_zhang_norebal'), 'Zhang et al.'),\n",
    "        (good_vs_bad_path('predict_zhang'), 'Zhang et al.\\n(Rebal.)'),\n",
    "        (good_vs_bad_path('predict_own'), 'Ours\\n(Rebal.)'),\n",
    "        (good_vs_bad_path('ground'), 'Ground\\nTruth')\n",
    "    ]\n",
    ")\n",
    "\n",
    "savefig('good_vs_bad.pdf', width=3.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ground_truth:\n",
      "  AuC: 1\n",
      "  AuC rebal: 1\n",
      "  VGG accuracy: 0.921\n",
      "\n",
      "no_color:\n",
      "  AuC: 0.7993043918609619\n",
      "  AuC rebal: 0.6826628248460986\n",
      "  VGG accuracy: 0.464\n",
      "\n",
      "random_color:\n",
      "  AuC: 0.7903488683700561\n",
      "  AuC rebal: 0.6819156515224177\n",
      "  VGG accuracy: 0.174\n",
      "\n",
      "predict_zhang:\n",
      "  AuC: 0.8376139936447143\n",
      "  AuC rebal: 0.7859802499658525\n",
      "  VGG accuracy: 0.677\n",
      "\n",
      "predict_ours:\n",
      "  AuC: 0.8454655694961548\n",
      "  AuC rebal: 0.8095748951287435\n",
      "  VGG accuracy: 0.81\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for dataset in ['ground_truth',\n",
    "                'no_color',\n",
    "                'random_color',\n",
    "                'predict_zhang',\n",
    "                'predict_ours']:\n",
    "\n",
    "    metrics = [\n",
    "        ('AuC', partial(raw_accuracy_demo,\n",
    "                        data_path('ground_truth'))),\n",
    "        ('AuC rebal', partial(raw_accuracy_demo,\n",
    "                              data_path('ground_truth'),\n",
    "                              reweigh_classes=True)),\n",
    "        ('VGG accuracy', vgg_accuracy_demo)\n",
    "    ]\n",
    "\n",
    "    table = \"\"\n",
    "    for m, f in metrics:\n",
    "        if dataset == 'ground_truth' and m.startswith('AuC'):\n",
    "            val = 1\n",
    "        else:\n",
    "            val = f(data_path(dataset))\n",
    "\n",
    "        table += \"  {}: {}\\n\".format(m, val)\n",
    "\n",
    "    print(\"{}:\\n{}\".format(dataset, table))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x89.9182 with 22 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "amt_demo(10,\n",
    "         amt_path('results.txt'),\n",
    "         amt_path('ground_truth'),\n",
    "         amt_path('predict_ours'),\n",
    "         rows=2,\n",
    "         columns_best=2,\n",
    "         columns_worst=2)\n",
    "\n",
    "savefig('amt_results.pdf', width=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(no_ticks=False)\n",
    "\n",
    "gray_vs_recolorized_performance(\n",
    "    data_path('no_color'),\n",
    "    data_path('predict_ours'),\n",
    "    n_top=0,\n",
    "    n_bottom=0,\n",
    "    ax=ax\n",
    ")\n",
    "\n",
    "savefig('vgg_classification_performance.pdf', width=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 144x144 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = subplots(no_ticks=False)\n",
    "\n",
    "top5_confusion_rates(\n",
    "    data_path('ground_truth'),\n",
    "    data_path('predict_ours'),\n",
    "    n_top=10,\n",
    "    ax=ax\n",
    ")\n",
    "\n",
    "savefig('confusion_rates.pdf', width=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x170.64 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = subplots(2, 5, use_gridspec=True, grid_spacing=0.1)\n",
    "\n",
    "common_confusions(\n",
    "    data_path('ground_truth'),\n",
    "    data_path('predict_ours'),\n",
    "    which=0,\n",
    "    n_per_class=5,\n",
    "    axes=axes\n",
    ")\n",
    "\n",
    "savefig('common_confusions.pdf', width=6)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "colorization-pytorch",
   "language": "python",
   "name": "colorization-pytorch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
